Abstract: In one aspect, an example method includes: (a) collecting sensor data from one or more vehicles operating within a geographic region and environmental data for the geographic region; (b) generating an accident risk model using one or more machine learning models; (c) receiving a request for navigating between a first geographic position and a second geographic position; (d) identifying attributes of one or more routes between the first geographic position and the second geographic position and through the geographic region, wherein the identified attributes of the one or more routes are based on at least the generated accident risk model; and (e) transmitting an instruction that causes a mobile computing device to display a graphical indication of: (i) the one or more routes; and (ii) the identified attributes of the one or more routes.

Abstract: Disclosed are examples of systems, apparatus, methods and computer program products for processing a file to generate a recommendation using a database system. A database can be maintained. The database can store data objects identifying historical keywords for a user and weights associated with the historical keywords. Information identifying a file can be received. The file can be processed to extract file keywords. A query attribute can be generated based on the historical keywords, the file keywords, and the weights. It can be determined that the query attribute conforms to a designated characteristic associated with the user. Data indicating a recommendation of the file can be generated in response to determining that the query attribute conforms to the designated characteristic. The data indicating the recommendation can be provided as at least a portion of a feed item of a feed of a social networking system.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for facilitating dynamic integration of disparate database architectures for efficient management of resources in an on-demand services environment in a multi-tenant environment according to one embodiment. In one embodiment and by way of example, a method includes receiving, at a first database platform, a job request in a first programming package, transforming the job request from the first programming package to a second programming package, transmitting the job request in the second programming package to a second database platform for processing. The job request may be processed at the second database platform that is independent of the first database platform. The method may further include receiving an output relating to the processing of the job request.

Abstract: Disclosed are examples of systems, apparatus, methods and computer program products for generating or updating a graph of nodes and edges using logs, where the graph can be used for database searching. In some implementations, a server can identify logs. Based on the identified logs, log nodes can be generated or updated. Log nodes can be sorted in a first ordered list according to each log node's key data. Log node pairs can be determined from the log nodes in the first list. The log node pairs can be aggregated and sorted into a second ordered list. A graph of nodes and edges can be generated or updated according to the relative importances of the log node pairs in the second ordered list.

Abstract: Disclosed are examples of systems, apparatus, methods and computer program products for processing a file to generate a recommendation using a database system. A database can be maintained. The database can store data objects identifying historical keywords for a user and weights associated with the historical keywords. Information identifying a file can be received. The file can be processed to extract file keywords. A query attribute can be generated based on the historical keywords, the file keywords, and the weights. It can be determined that the query attribute conforms to a designated characteristic associated with the user. Data indicating a recommendation of the file can be generated in response to determining that the query attribute conforms to the designated characteristic. The data indicating the recommendation can be provided as at least a portion of a feed item of a feed of a social networking system.

Abstract: Disclosed are examples of systems, apparatus, methods and computer program products for generating or updating a graph of nodes and edges using logs, where the graph can be used for database searching. In some implementations, a server can identify logs. Based on the identified logs, log nodes can be generated or updated. Log nodes can be sorted in a first ordered list according to each log node's key data. Log node pairs can be determined from the log nodes in the first list. The log node pairs can be aggregated and sorted into a second ordered list. A graph of nodes and edges can be generated or updated according to the relative importances of the log node pairs in the second ordered list.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for facilitating dynamic integration of disparate database architectures for efficient management of resources in an on-demand services environment in a multi-tenant environment according to one embodiment. In one embodiment and by way of example, a method includes receiving, at a first database platform, a job request in a first programming package, transforming the job request from the first programming package to a second programming package, transmitting the job request in the second programming package to a second database platform for processing. The job request may be processed at the second database platform that is independent of the first database platform. The method may further include receiving an output relating to the processing of the job request.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for facilitating dynamic integration of disparate database architectures for efficient management of resources in an on-demand services environment in a multi-tenant environment according to one embodiment. In one embodiment and by way of example, a method includes receiving, at a first database platform, a job request in a first programming package, transforming the job request from the first programming package to a second programming package, transmitting the job request in the second programming package to a second database platform for processing. The job request may be processed at the second database platform that is independent of the first database platform. The method may further include receiving an output relating to the processing of the job request.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for facilitating dynamic integration of disparate database architectures for efficient management of resources in an on-demand services environment in a multi-tenant environment according to one embodiment. In one embodiment and by way of example, a method includes receiving, at a first database platform, a job request in a first programming package, transforming the job request from the first programming package to a second programming package, transmitting the job request in the second programming package to a second database platform for processing. The job request may be processed at the second database platform that is independent of the first database platform. The method may further include receiving an output relating to the processing of the job request.